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⚡ AI Lessons

Dev.to · Ross Peili
7h ago
Skillware 0.4.3 — Gemini Tool Calling, CLI, Refined
Skillware 0.4.3 tightens how skills plug into Google Gemini: clearer tool objects, automatic name...

Dev.to · Ross Peili
🧠 Large Language Models
⚡ AI Lesson
1w ago
How LLMs Now Monitor and Cut Their Own Token Spend
You have seen this loop before. An agent starts a “simple” task, say scrape listings, refactor a...

Dev.to · Ross Peili
📐 ML Fundamentals
⚡ AI Lesson
2w ago
Simulating Antiferromagnets with PennyLane: A Deep Dive into spinq-vqe
Quantum Machine Learning (QML) is rapidly moving from theoretical whitepapers into practical...

Dev.to · Ross Peili
2mo ago
My AI Experience in Russia as a European🤯
This is a story about how I built a fully local AI dev setup (and why you should too). Moving to...

Dev.to · Ross Peili
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Open Source Contributors Needed for Skillware & Rooms (AI/ML/Python)
If you are looking to contribute to 100% open source AI projects (not black boxes source code or...

Dev.to · Ross Peili
2mo ago
Your AI Needs a Physical Social Life
If you're deep into AI, you understand that the current state of Artificial Intelligence is a...

Dev.to · Ross Peili
🧠 Large Language Models
⚡ AI Lesson
3mo ago
Stop choosing between LLM intelligence and PII compliance
Choosing non-sovereign LLM inference should NOT equal the shortening of PII compliance in...

Dev.to · Ross Peili
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Why Skillware is the Next Evolution for Autonomous Agents
The AI agent landscape is currently saturated with wrappers and prompt-heavy frameworks that rely...

Dev.to · Ross Peili
3mo ago
Top 10 Models You Can Train on Your Laptop in Under an Hour
You don’t need a PhD or an H100 cluster to build something useful. I just mapped out 10 micro-models...

Dev.to · Ross Peili
🧠 Large Language Models
⚡ AI Lesson
3mo ago
Generate better Synthetic Data for Fine-Tuning with Skillware
One of the biggest hurdles in training local LLMs is data quality. If your training set is 90% AI...

Dev.to · Ross Peili
3mo ago
Stop Paying for Slop: A Deterministic Middleware for LLM Token Optimization
Context windows are getting huge, but token budgets are tightening. Every time your agent iterates in...

Dev.to · Ross Peili
📐 ML Fundamentals
⚡ AI Lesson
4mo ago
I built a modular Fraud Detection System to solve 0.17% class imbalance (RF + XGBoost)
Hi everyone! I wanted to share a project I've been polishing to demonstrate how to structure a...

Dev.to · Ross Peili
📐 ML Fundamentals
⚡ AI Lesson
4mo ago
I open-sourced a production-ready Fraud Detection System with CLI, Logging, and Testing
I built a Credit Card Fraud Detection System to practice building robust, production-grade Python...
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